{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Replication step 2 - Figures and tables\n",
    "\n",
    "This notebook produces all figures and tables in \"MPCs, MPEs and Multipliers: A Trilemma for New Keynesian Models\".\n",
    "\n",
    "The full notebook can take 7-15 minutes to run on a laptop."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Standard Python packages\n",
    "import numpy as np\n",
    "\n",
    "# Formatted figures\n",
    "from plots import fig2, fig3, fig8, fig9, fig10, table2\n",
    "\n",
    "# Load steady states\n",
    "ss_baseline = np.load('import_export/calibration/sp_baseline.npy', allow_pickle=True)[()]\n",
    "ss_higheis = np.load('import_export/calibration/sp_higheis.npy', allow_pickle=True)[()]\n",
    "ss_lowfrisch = np.load('import_export/calibration/sp_lowfrisch.npy', allow_pickle=True)[()]\n",
    "ss_highwedge = np.load('import_export/calibration/sp_highwedge.npy', allow_pickle=True)[()]\n",
    "ss_progtax = np.load('import_export/calibration/sp_progtax.npy', allow_pickle=True)[()]\n",
    "\n",
    "# Save figures as pdf?\n",
    "savefig = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 2\n",
    "\n",
    "The tradeoff between fiscal multipliers and MPEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cali1 = fig2(ss_baseline, rho_G=0.9, savefig=savefig, figsize=(0.85*4, 0.85*3.5), GHH_text_cum=(0.01, 5.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Table 2\n",
    "\n",
    "Cumulative Fiscal Multipliers with Alternative Monetary and Fiscal Policies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "m0, mT = table2(ss_baseline)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>taylor</th>\n",
       "      <th>benchmark</th>\n",
       "      <th>peg</th>\n",
       "      <th>low_rhoB</th>\n",
       "      <th>high_rhoB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>separable</th>\n",
       "      <td>0.77</td>\n",
       "      <td>1.29</td>\n",
       "      <td>73.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>middle</th>\n",
       "      <td>1.14</td>\n",
       "      <td>2.49</td>\n",
       "      <td>3.49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GHH</th>\n",
       "      <td>2.39</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sticky_wage</th>\n",
       "      <td>0.93</td>\n",
       "      <td>1.18</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.94</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             taylor  benchmark    peg  low_rhoB  high_rhoB\n",
       "separable      0.77       1.29  73.92       NaN        NaN\n",
       "middle         1.14       2.49   3.49       NaN        NaN\n",
       "GHH            2.39       5.50   6.00       NaN        NaN\n",
       "sticky_wage    0.93       1.18   1.46      0.94       1.59"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mT.round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 3\n",
    "\n",
    " Government Spending and the Response of Private Consumption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Jycns2LGDr7/++ioZdu/eTUREBM2bN2fUqFEsX76cSZMmkZ6eTlBQEK+99toV9ePj43nggQfYsmULLVu2LJRh7ty5DBkyhIULF5KUlESPHj0YNmwYrq6uFl97Tk4Ojz76KCtXrsTb25slS5bw4osvsnDhQsBQ+jt27GDLli3ce++9HD5cbADSa6bajsDBUOAiwsaNG+0tikajsYLerRvSv60XH288aXNlpbGeTp06sX79ep599lm2bt2Kh4dHqfX/+OMPJk2aVKjYzQdQr7/+OklJSXz66acopRg4cCAnT54kLi6O77//nokTJ+LkdPXYskePHrRq1QpHR0emTJlS6N/k6OjIxIkTr6q/a9cuBgwYULgsq0CG33//nX/961+EhoYyaNAgMjMzOXv2rFXXfuzYMQ4fPszw4cMJDQ1lzpw5REVFFbaZMmUKAAMGDCAlJaVUv4BroVqPwHv06EG9evXYsGFDsf9gjUZTeXl6RDvGfbydhdtO8/iwtvYWp9JQ2ki5ws4ZEMC+fftYvXo1zz//PCNGjOCVV14psb6IlOhV3b17d/bt23eFZXTatGksXryYH374oXAUW5Si/RXsu7i44OjoaLEMIsJPP/1Eu3btSpTfnOKufcKECXTs2JGdO3daJautqdYjcGdnZwYMGKDnwTWaKkhI0/qM7OjD51sjSUzPtrc4NZrz589Tt25dpk6dytNPP83+/fsBcHNzIzU19ar6Q4cOZenSpSQkJABcYUIfNWoUzz33HGPGjClse/fdd/P+++8D0LFjx2Jl2L17N6dOnSI/P58lS5bQr1+/UmXu3bs3mzdv5tSpU1fIMHLkSD788EOMmR/466+/AIiOji6cJy/r2tu1a0d8fHyhAs/JySE8PLywTcE8+bZt2/Dw8CjTYlFeqvUIHIwf0urVq4mKisLf39/e4mg0Git4ekQ7fo/YwoLNf/PC6A72FqfGcujQIZ555hkcHBxwdnbmk0+MXFPTp0/nhhtuwNfX94qpyo4dO/Liiy8ycOBAHB0d6dy5M4sWLSosnzx5MqmpqYwdO5bVq1fj4+NDhw4dGD9+fIky9O7dm+eee45Dhw4VOrSVhre3N5999hk333wz+fn5NGrUiHXr1vHyyy8za9YsgoODERFatGjBr7/+SkxMTLGm++KuvVatWvz444889thjJCcnk5uby6xZswpfPho0aECfPn1ISUkp0aJgE0Sk1A2YWlYde25du3aV0jhw4IAAsmjRolLraTTVHWCvVIJ7Viy4b815YslfEvDiaolJulzua6/qRERE2FuECiU9PV1atWolSUlJxZZv3LhRxowZU6EyfPjhh7Jy5cpr7mfgwIGyZ8+ecrUt7v9c2n1riQl9mlLqA6XU1ZMMVYBOnTrh4+PD2rVr7S2KRqMpB08MC0AE3lt33N6iaCqA9evX0759ex599NEKMzVbwsyZMxk7dqzdzl8eLDGhjwLeBP5QSk0WkbgKlsmmODg4cMMNN7By5Upyc3OLNZFoNJrKS1PPukzt1ZxFO05xf/+WtLWDE5em4hg2bFipXuBgrK0eNGjQ9RHoGtm0adN1O1eZI3DTKP454ANgiymecQ+lVN2KF882jBkzhkuXLrFr1y57i6LRaMrBzCFtcK3lxFtrj9pbFI2m0mCRF7pS6kbgfiAb6AK8C5xTSp2sQNlsxvDhw3FycmL16tX2FkWj0ZQDT9dazBjUmvVH4th9KrHsBhpNDaBMBa6UigQeAt4TkWARmSEiA0SkITCoogW0BR4eHvTr168wko5Go6l63Nu3JY3dXXhzzZHCJUAaTU3GkhH4aBEZIyLrihaISFRxDSojo0ePJiws7IpoORqNpupQp5YjTwxvy19nk1hz+IK9xdFo7I4lc+DVYtJp9OjRANqMrtFUYSZ1bUr7xm68ueaITnRSCagp6URjY2O5/fbbadWqFV27dqV37978/PPPgOG0duONN15R3/w6zZOrAJw+fZqgoCCbyFWtI7GZExgYSPPmzbUC12iqMI4OipdvDORc4mW+2n7a3uLUeGpCOlERYfz48QwYMIDIyEj27dvHDz/8UCmsuddVgSulRimljimlTiqlnium3EMp9YtS6qBSKlwpdY8Nz83o0aNZv349WVlZtupWo9FcZ/q28WJYBx8+3niSuNRMe4tTI6jJ6UT/+OMPatWqxYwZMwqPNW/enEcffdTar9HmXLdF0aZAMB8Dw4EoYI9SapWImNs6HgEiROQmpZQ3cEwptVhEbBIIecyYMXzyySds2bKF4cOH26JLjUZjB14c04ER721m3u/H+dfEYHuLc1355y/hRJxPsWmfgX7uvHpT8THIoWanEw0PD6dLly6lfn9bt24lNDS0cP/s2bNXmNXvuOMO6tSpA0B2djYODrYZO1vcizKYqpR6xbTfTCnVw4pz9QBOikikSSH/AIwrUkcAN2WkbqkHJAK5VpyjVAYPHoyLi4v2RtdoqjgtvVy5u08Lluw9x+HoZHuLU+2pyelEi/LII48QEhJC9+7dC4/179+fAwcOFG5FI7otXry4sMyW07jWjMD/A+QDQ4DXgFTgJ6B7aY3MaAKcM9uPAnoWqfMRsAo4D7gBt4pIvhUylkrdunUZNmwYK1as4L333quwFG8ajabimTmkLT/tj2b2qnCWzehdY+7n0kbKFUVNTifasWNHfvrpp8L9jz/+mIsXL9KtWzeL2lck1ozje4rII0AmgIhcAmpZ0b64/2bRxZwjgQOAHxAKfKSUcr+qIyMa3F6l1N74+HgrRICJEydy5swZ9u3bZ1U7jUZTufCo48xzo9qz98wlftofbW9xqjU1OZ3okCFDyMzMLMzABlzhuGdPrFHgOaZ5bAEwzVFbMzqOApqa7ftjjLTNuQdYbgrfehI4BbQv2pGIfCYi3USkm7e3txUiwNixY3F0dGT58uVWtdNoNJWPSV396dKsPm+uPkJyRo69xam2HDp0iB49ehAaGsrcuXN56aWXgP9PJ1rgxFaAeTrRkJAQnnzyySvKJ0+ezAMPPMDYsWO5fPlyYTrRe+4p2W+5IJ1oUFAQLVu2tCqdaEhICLfeeitgOM/l5OQQHBxMUFAQL7/8MkCJ6USVUqxYsYLNmzfTsmVLevTowV133cVbb71V9hdX0ZSUpqzoBtyBYd6OAuYCx4BbrGjvBEQCLTFG7geBjkXqfALMNn32AaIBr9L6tSYtYQHDhg2TgIAAyc/Pt7qtRlNVoYqmEy2Lw9FJ0vK5X+Wlnw/ZrM/Khk4nWnXSiV4LFZFOtEDRLwb+gZGZLAYYLyJLrWifC8wE/gccAZaKSLhSaoZSqsA//3Wgj1LqELABeFZELlp6DkuZOHEix48fJzw83NZdazTVCqXUQqVUnFLqcAnlg5RSyUqpA6at5InRCqKjnwd39m7Bt3+e4VCUdmirauh0ouXHGi/0t0TkqIh8LCIficgRpZRVNgQRWS0iASLSWkTmmo4tEJEFps/nRWSEiHQSkSAR+da6y7GM8ePHo5S6wjFBo9EUyyKMlMKlsVVEQk3ba2XULZGf/4rilZWHyxXn/InhATR0rc2LKw6Rl6/jpFclCtKJzpo1q8Q6gwYN4tdff72OUlUNrJkDL27h9A22EuR60rhxY/r166fnwTWaMhCRLRjLOSucxPQcVh08X6445x51nHnlpkDCopL5avupCpBOo6l8WJKN7CGTSbudUirMbDsFHKp4ESuGm2++mbCwME6erBIZUTWaykxvU/TENUqpcq9xurtPC0L86/PmmiPEplgfYe2mYF+Gtm/Ev38/zrnEyuElrNFUJJaMwL8DbsJwYLvJbOsqIndUoGwVys033wygzegazbWxH2guIiHAh8CKkiqWtfzT0UExZ3wQObnCqyvDrTalK6V4fXwQjg6K55cf0ilHNdUeS7KRJYvIaRGZAqRgeIc3B4KUUgMqWsCKolmzZnTv3p1ly5bZWxSNpsoiIikikmb6vBpwVkp5lVC3zOWfTT3r8uSIAHadSmDp3nPF1ikNv/p1eHZUO7advKjXhmuqPdY4sd0PbMHwIv+n6e/sihHr+nDbbbexb98+jh07Zm9RNJoqiVKqsSn0MabQyg5AwrX0ObmrP31aN2TeuuOcSUi3uv0dPZvTvUUDXv81olymeI3lVMZ0ojUJa5zYHscIm3pGRAYDnQHrwqBVMm677TYcHBxYvHixvUXRaColSqnvgZ0YPjBRSqn7iiz9nAQcVkodBOYDt8k12q6VUswe25HaTo68+PNhcvOsi6bs4KB4e1IIWbl5/OPHMG1Kr0AqWzrRmoY1CjxTRDIBlFK1ReQoYFkw2UqKn58fQ4cO5dtvv9U3uUZTDCIyRUR8RcRZRPxF5MsiSz8/EpGOIhIiIr1EZIctztvIzYUXRnfg8PlkFpbDq7yllysvjO7A5uPxfLfb8kQVmuKxdzrRhx9+uPDYhAkTuPfeewH48ssvC6PCjR8/nq5du9KxY0c+++yzwrZffvklAQEBDBo0iAceeICZM2cCRrayiRMn0r17d7p378727dtL/Q5iYmIYMGAAoaGhBAUFsXXrVsBIjtK7d2+6dOnC5MmTSUtLK/wunn32WXr06EGPHj0qxGHammQmUUqp+hhOKuuUUpe4OhRqlWPq1Kncdddd7Ny5kz59+thbHI1GY2JUUGM2H4/nsy2R9GvjTaDfVWkRSmVqz+b8Hh7L3N+O0K+NF80bFp8usqpxpH2HCum3w9EjJZbZO53ogAED2Lp1K2PHjiU6OpqYmBgAtm3bxm233QbAwoUL8fT05PLly3Tv3p2JEyeSlZXF66+/zv79+3Fzc2PIkCGEhIQA8Pjjj/PEE0/Qr18/zp49y8iRIzlypOTv4LvvvmPkyJG8+OKL5OXlkZGRwcWLF5kzZw7r16/H1dWVt956i3nz5hUmenF3d2f37t188803zJo1y+Zr2a2JxDZBRJJEZDbwMvAlV6cDrXJMmDCBOnXq8O23FRIzRqPRXAPP3dAeT9davPDzITJz8qxqa5jSg3F0UDy19KAO8HIN2DudaP/+/dm6dSsREREEBgbi4+NDTEzMFQOv+fPnExISQq9evTh37hwnTpxg9+7dDBw4EE9PT5ydnZk8eXJhn+vXr2fmzJmEhoYyduxYUlJSik3MUkD37t356quvmD17NocOHcLNzY1du3YRERFB3759CQ0N5euvv+bMmTOFbaZMmVL4d+fOnRZ+25Zj8QjcFIntWQAR2VxwDHjW5lJdR9zc3Bg/fjxLlizh/fffp1YtaxKsaTSaisSjjjOvjQtixrf7eG/dcZ4fbd3o069+HV4b15Enlhzkoz9O8viwthUk6fWjtJFyRWHvdKJNmjTh0qVLrF27lgEDBpCYmMjSpUupV68ebm5ubNq0ifXr17Nz507q1q1bmOe7tKnR/Px8du7cSZ06dSz6DgYMGMCWLVv47bffmDZtGs888wwNGjRg+PDhfP/998W2Mf8OKiLdbY2MxFaUqVOnkpiYyNq1a+0tikajKUKvVg2Z1qs5S/aeY9OxOKvbjw9twoTOTfhgw3H+jLwmB/kaS2VIJ9q7d2/ef/99BgwYQP/+/Xn33Xfp378/YJj0GzRoQN26dTl69Ci7du0CoEePHmzevJlLly6Rm5t7RdyPESNG8NFHHxXuHzhwADDSlt55551Xnf/MmTM0atSIBx54gPvuu4/9+/fTq1cvtm/fXji/nZGRwfHjxwvbLFmypPBv7969S/6Cy0mZI3Cl1EPAw0BrpVRYwWHADSh91r+KMHz4cLy9vfn222+rXDB7jaYmMHNIG3afSuSfv0TQ0c8Db7faFrctCPDy19lLzFpygNWP9aeBq7a0WcOhQ4d45plncHBwwNnZuTA3dkE6UV9fXzZu3FhY3zydqKOjI507d2bRokWF5ZMnTyY1NZWxY8eyevXqwnSi48ePL1GG/v378/vvv9OmTRuaN29OYmJioQIfNWoUCxYsIDg4mHbt2tGrVy/AGLm/8MIL9OzZEz8/PwIDAwvN//Pnz+eRRx4hODiY3NxcBgwYwIIFCzh79myxo/JNmzbxzjvv4OzsTL169fjmm2/w9vZm0aJFTJkyhaysLADmzJlDQEAAAFlZWfTs2ZP8/Au3qMQAACAASURBVPwSR+nXRElpygo2wANoAXyPEcClYPMsq+312GyVlvDRRx+V2rVrS0JCgk3602gqG1TxdKJ/x6VKj7nr5MFv9kpenvWpgMPOJUmbF36T+7/eU+VSCdf0dKLXQmpqqoiI5OTkyI033ijLly8vtf7TTz8tBw8evObzNm/eXOLj461qY/N0omKKxAYsBxJF5AwwDfhCKdXZ9q8U9uG+++4jKyuL//73v/YWRaPRFEMr73o8PaIdu04l8M3O01a37+TvwbOj2rMuIpYvt+mEJ5WFik4nOnv27MKlXy1btix1lA/wzjvvEBwcbHM5KgJrlpG9LCLLlFL9gJHAu8ACoGeFSHadCQkJoWfPnnz22Wc89thjFeJwoNForo1JXf3ZFZnIh3+cJLRZA0KbWhc05L5+LdlzOpE31xwl2L8+PVp6lt1IU6EUpBOtKN59990K67s0Tp8+XeHnsMaJrWANxxjgExFZCVSriaTp06cTERHBjh02iUWh0WhsjBGlLRDf+i48+2MYSRnZVrd/Z3IIzT3r8sh3+4nToVY1VRhrFHi0UupT4BZgtVKqtpXtUUqNUkodU0qdVEo9V0KdQUqpA0qpcKXUZmv6v1ZuvfVW3Nzcrojio9FoKhduLs68PTGExIxsXlpxmHwr13e7uzizYFpX0jJzeXjxfnKsDNVqL0RHi6zWlOf/a40CvgUjgckoEUkCPIFnLG2slHIEPsZYehYITFFKBRapUx/4DzBWRDoCk6/qqAJxdXVl6tSpLF26lEuXLl3PU2s0GisI9HPn6REBbDt5ka92nLa6fYCPG29NCmbvmUvMXmV96tLrjYuLCwkJCZVeTk35EBESEhJwcXGxqp3Fc+AikoHhyFawHwPEWHGuHsBJEYkEUEr9gBHJLcKszu3AchE5azqH9Ys+r5Hp06fzySef8O233/Loo49e79NrNBoLuaVbU/afSeLjjSfp4OtGn9bFZjEtkbEhfoSfT+bTzZEE+LhxV58WFSOoDfD39ycqKori8qhrqgcuLi74+/tb1cYaJ7ZrpQlgnuA3iqsd4AIw8glvwlhn/oGIfFO0I6XUdGA6GHm9bUloaCjdu3fn008/ZebMmdqZTaO5Tvwdn8aJ2FRGBflaVL8ga1nkxTSe++kQi+/vSVPPulad8x8j2/N3XDr//CWcFl6uDAwoPk+5vXF2dqZly5b2FkNTybBqDvsaKU4TFrUHOQFdMRzlRgIvK6UCrmok8pmIdBORbt7etr/hpk+fTnh4eGG2GY1GU/F8/+dZ3lp7jA1HYi1uU6eWI/NuCUUQnlp20Op46Y4OivdvCyXAx42Zi/dzIrbkWNgaTWXDYgWulJqplGpwDeeKApqa7ftzdTazKGCtiKSLyEVgCxByDecsF7fffjsNGzbkvffeu96n1mhqLE+PbEewvwdzVx9hx8mLFrdr6lmXf90czInY1HLNZ9er7cQXd3WjtrMDd3+1h1jtma6pIlgzAm8M7FFKLTV5k1trW94DtFVKtVRK1QJuA1YVqbMS6K+UclJK1cUwsV/3yP1169ZlxowZrFy5skJyuGo0mqtxcXbkjQmdCGjkxqurwtl/1nJH0r5tvHh0SFvWhl/g0y2RVp/bv0FdFt7dnUsZ2dz91R5SMnOs7kOjud5Yk070JaAtRhrRu4ETSqk3lFKtLWyfC8zE8GQ/AiwVkXCl1Ayl1AxTnSPAWiAM2A18ISKHrbgem/HII4/g5OTE/Pnz7XF6jaZG4lrbibcmBdOkQR1eWH6IIzEpFre9p28Lxob4sWDz36w5ZI1/rUGwf30+mdqVE7GpzPjvPrJyrTPHazTXG6vmwE1xWS+YtlygAfCjUuptC9uvFpEAEWktInNNxxaIyAKzOu+ISKCIBInI+9bIZ0t8fX2ZMmUKCxcuJCkpyV5iaDQ1Do86zvx7cggN6tbiHz+GERmfZlE7pRQvjQmka7MGvLoqnAPnrL9vBwZ48/akYHb8naBziGsqPdbMgT+mlNoHvI2RhayTiDyE4XQ2sYLksytPPPEE6enpfP755/YWRaOpUTSsV5t5t4ZQy8mBp5cdJDrpskXtajk58O9bQvBxd+GJJQc4m5Bh9blv7uLPC6Pb82tYDM/9FGZ1oBiN5nphzQjcC7hZREaKyDIRyQEQkXzgxgqRzs6EhoYyePBg5s+fT06OnhPTaK4nvh51eHdyCDl5wlNLDxCfmmVRu/p1a/Hx7V0AeGjxPi6mWdbOnOkDWvP40LYs2xfF7F8qf6AXTc2kTAWulHpSKfUkkARMLNg3O14wd10tefLJJ4mKiipMzK7R1CSUUguVUnFKqWJ9UZTBfFN45DClVBdbnr+llytvTwom+XIuTy49QGK6ZbHPmzWsy4dTOpOQls0ji/eTlpVr9blnDWvL9AGt+GbnGd5cc1QrcU2lw5IRuJtp6wY8hBGQpQkwAyMkarVm9OjRdOrUiblz55KXp51aNDWORcCoUspvwHBubYsRXOkTWwvQwdedtyZ2Ij41i6eXHbTYQzyoiQf/viWEv+PTeGLJAaud0pRSPH9De+7s3ZzPtkQy97cjWolrKhWW5AP/p4j8E8OE3kVEnhKRpzDmvq2L+1YFcXBw4OWXX+bo0aMsW7bM3uJoNNcVEdkCJJZSZRzwjRjsAuorpSwLpWYFwf71mTshiHOJGTyz7KDFI+q+bbyYPbYje04n8o8fw6xOXKKU4p9jO3J3nxZ8se0Us1eF6zlxTaXBmjnwZoC5/SobaGFTaSopEydOJDAwkNdff538/KqRuUijuU4UFyK5SUWcqGtzT14bF8TJuDSrlPiNwX48f0N7Nh+P54Xlh8gthxJ/9aZApg9oxdc7z/DiikPaO11TKbBGgf8X2K2Umq2UehX4E7gqTnl1pGAUHhERwfLly8tuoNHUHCwJkWxUVGq6UmqvUmpveZNy9G7dkH+ODeJ4bCpPLz1IqoXm9Fu7N+Op4QGsOxLLq+UYRReY02cObsP3u8/x2A9/6XXiGrtjTSCXucA9wCUMh7Z7ROSNihKssjF58mTatWunR+EazZVYEiIZsF0Og35tvfjn2CBOxKXyzLIwi5X4tN4teGRQG347FMOrq8KtHkUrpXh6ZDteGN2e38JiuOerPRafW6OpCKxNZnIK2An8BbgppQbYXqTKiaOjIy+99BJhYWGsWLHC3uJoNJWFVcCdJm/0XkCyKdVwhdKvrRevjTOU+BNLDpKUYZl3+gMDWvHwoNb8Enael1ZYb04HY4nZvyeH8OepRG77bBdxqTp2usY+WBPI5X6M5CL/A/5p+ju7YsSqnNx22220a9eOF198kdxc65elaDRVDaXU9xgv7e2UUlFKqfvMwx8Dq4FI4CTwOfBwec8lIlZ5efdt48Wc8Z04m5jOYz8csHi9d8Ea7zWHL/DsT4fIzrVeiU/s6s8Xd3YjMj6dCR/vsCrkq0ZjK6wZgT8OdAfOiMhgoDNQo7LLOzk58a9//YujR4+ycOFCe4uj0VQ4IjJFRHxFxFlE/EXkS/Pwxybv80dM4ZE7icje8p7rl7AY3lh9xKo1271bN+TtSSHEpWTy6Hd/EZNsWcS2e/q25OkR7dhwNJZZS/7icrb189mD2zdi2Yze5ObnM+mTHWw8Gmd1HxrNtWCNAs8UkUwApVRtETkKtKsYsSov48aNo2/fvrz66qukpVkWo1mj0ZSNo1LsP5vErB8OcNyKvNyhTevz3q2hpGXl8sji/ZyMs6zt1F7NeeXGQHZFJvLAN3u5ZGGQGHOCmniw8pF+tPBy5b6v9/DF1ki9Vlxz3bBGgUcppeoDK4B1SqmVlOCsUp1RSvHOO+9w4cIF5s2bZ29xNJpqw5hgX968uRNKwXM/hbHyQLTFyrCDrzvzp3TG0UHx6PcH2HemtKXr/8/NXfz59+QQjsemcveiPZy3MOa6OY09XFj6YG9GBDZmzm9HeOyHA2Rk6yk2TcWjyvO2qJQaCHgAa0XE+tdWG9KtWzfZu7fcVrtyM2nSJNauXcvff/+Nj4/PdT+/RmMtSql9ItLN3nJA6fdtWlYuH244wa5TifRq5cljQ9riWtvJon7jUjN59scwziZm8PwNHRgWaNm9ue9MIo//cIDaTg58cFtngpp4WHwtBYgI/9n0N+/+fox2Pm4smNqVFl6uVvej0ZhT2n1rrRc6ACKyWURW2Vt525M33niDrKwsXnnlFXuLotFUK+rVduK5G9pzb98W7DmVyFNLD1qcUrSRmwvzpxgKeM5vEXy947RFo/iuzT1ZdE8Pajs5ct/Xe9hwJNZquZVSPDK4DYvu6UFMciY3friNXw7WOCOl5jpijRe6UkpNVUq9YtpvppTqYc3JlFKjlFLHTIkPniulXnelVJ5SapI1/V9PAgICmDlzJp9//jl79uyxtzgaTbVCKcW40CbMGd+J7Lx8nv0pjP+FX7BIGbu5OPPOpBBGdmzMV9tP8fqvRywKutKmUT2+vb8n7Rq789Syg3y57VS55rMHBnjz22P9aOtTj0e//4vnlx8iM0cHfdHYHotN6EqpT4B8YIiIdFBKNQB+F5HuFrZ3BI4DwzGCP+wBpohIRDH11gGZwEIR+bG0fu1lQgdISUmhffv2+Pn58eeff+Lo6GgXOTQaS6gqJvSiJGfkMG/dMQ5EJTMwwJuHB7XGxbnse01E+G73WT7fEkmgnzuvjQvCq17tMttl5eYxe1U4aw5fYFgHH14b15G6tSwz4ZuTk5fPv38/zoLNfxPgU495t4SWyzSvqdnYyoTeU0QewVCsiMgloJYV7XsAJ0Uk0mR6/wEjEUJRHgV+Air9mgx3d3fmzZvHvn37+PTTT+0tjkZTLfGo68yrN3Xkjh7N2HoinqeWHuT0xfQy2ymluKNnc14bF0RkfDrTv9lLWFRSme1qOznyxoROPDEsgD+OxjH1iz85m5BhtdzOjg48d0N7vr63B0kZOUz4z3Y+3nhSx1HX2AxrFHiOaXQsAEopb4wRuaWUmfRAKdUEmAAssKJfu3LrrbcydOhQXnjhBWJjrZ8302g0ZePgoLile1NeGxtEenYuz/x4kNWHYiwycQ8I8OY/d3ShTi1HZi05wPL9UWW2U0pxV58WfHJHFxLTs5ny+S7+F36hXLIPDPDmf7MGMKJjY9753zEmL9hh8VI3jaY0rFHg84GfgUZKqbnANsCaWOiWJD14H3hWREqdMLJFUgRboZTi448/JiMjg6eeesqusmg01Z1O/h58cGtnOjWpz6dbInlzzVGL8oO38q7Hgqld6dnSk/kbTvDarxGkWxAwpmerhnz3QC9aebvy7E9hzPk1olzz2Q1ca/HRlM58cFsokRfTGf3BNj7644TV6U01GnOsUeDBwD+AN4EYYDxgzXyaJUkPugE/KKVOA5OA/yilxhftyFZJEWxFu3bteO6551i8eDGrVq2ytzgaTbXGo64zL43pwL19W7DvzCUe//4v/jp7qcx2bi7OzB3fifv7t2Lz8Xge+GavRQFj/OrXYeHd3bm7Twt+3B/FtC//LNcIusAxb90TAxnR0Yd3fz/OTR9uY9+ZsmXXaIrDGie2/SLSpcixMBEJtrC9E4YT21AgGsOJ7XYRCS+h/iLg18rsxGZOdnY23bt3JzY2lvDwcBo2bGhvkTSaK6jsTmzZufk4OyqUKs5YVzx/x6cxb91xoi5d5sZOvtzZpzm1ncp2cDsUlcxrv4ZzKSOH6f1bMamrPw4OZZ9324mLvLLyMKlZucwc3IapvZrjaEG74lgXEcsrKw8Tk5zJLd38eXZUexpa4GSnqVlckxObUuohpdQhjGQGYWbbKSDMUiFEJBeYiZEE5QiwVETCiyRGqLLUqlWLr7/+moSEBGbOnGlvcTSaKseKv6J5ccVhdkUmWJyvu7V3PebdEsJNwb78eiiGJ5cc5OiFshOLdPL34Iu7utOzpSf/2XSSp5YdJDal7Kxi/dp68eNDfejXxov31h/nwf/u5Vyi9Q5uAMMDfVj/5EAeHNiK5fujGfLvzXy1/ZQ2q2sspswRuFLKA2iAYTo3X7udKiKWxSusQCrLCLyAOXPm8PLLL7Ns2TImTaq0y9g1NZDKPgLffSqR5fujOJ+cia+7CzeF+NG7dUOLR7gHzyXx4R8nuZiWxdgQP27v2azM5WYiwprDF5i/4YQRhnVIW0Z29CnTCiAirDp4nrfXHiM3P5+Zg9twe8/yj8ZPxqUye1UE205epJW3Ky+O7sCQ9o2sskZoqiel3bflCqVamahsCjw3N5fevXtz+vRpDhw4QJMmTcpupNFcByq7AgfIzxf2nrnEygPRnLt0GV93FyZ0aULPlp4WKbPL2Xl8vfM0aw5fwNfdhYcHtybYv36Z7c4nXeaN1Uc4HJ1Mz5YNeXJEAD7uLmW2i03JZO5vR9hyIp6Ofu68cmNH2jV2K7NdcYgIfxyNY+7qI0TGp9OrlSf/GNWeLs0alKs/TfXAJgpcKTUZI/Z5qlLqJaALMEdE9ttOVOupbAoc4OjRo3Tr1o2uXbuyYcMGnJysDwKh0diaqqDACxAR9p+9xI/7oolOuox/gzpM7NKELs0aWKTIw6KS+M/Gv4lJyWRwO2/u6dsSjzrOpbbJyxdW/BXN51sjAXhwYCvGhjQpc1QtIvwv/AJvrz1G0uUcbu3elIcHtcbNpfTzlUROXj7f7z7L/A0nuJiWzfBAH54aEUD7xu7l6k9TtbGVAg8TkWClVD8Mc/q7wAsi0tN2olpPZVTgAIsXL2bq1Km8+OKLzJkzx97iaDRVSoEXkJ8v/HkqkZ//iuJCShatvFyZ2MWfoCbuZSryrNw8lu2NYvn+KOrWcmJa7+YM7+BTprNaTPJl3vnfMfafuUT7xu48MTzAolF1ckYOH286ybK952jgWotZwwK4sZOvRc5xxZGelctX20/x6eZIUrNyuSGoMY8NbUsHX63IaxK2UuB/iUhnpdSbwCER+a7gmC2FtZbKqsABHnjgAb788kvWrFnDyJEj7S2OpoZTFRV4AXn5wvaTF1nxVzQX07MJaFSPm7v4E+hXtjI7m5DBgi1/E34+hdberjw4oHWZCrnAnP3xxpMkZeQwNtTPolE8QPj5ZN5cfZTD55Np39iNp0e0o1sLT4uvtShJGdl8ue0Ui7afJjUrlxGBPjw0qDWdtWm9RmArBf4rxvKvYUBX4DKwW0RCbCVoeajMCvzy5cv07NmTmJgY9u3bR7NmzewtkqYGU5UVeAG5eflsPh7PqoPnuZSRQ4fGbkzo0qRM87KIsPXERb7aforEjBwGBngztVczGrmVPs+dlpXLwm2nWPFXNK61nbi7TwvGhfrh5Fj6Ap78/P93jotNzWRQgDczh7SlTaN6Vl9zAckZOXy5/RRf7zhN8uUcerb0ZMag1gxs613uUb6m8mMrBV4XGIUx+j6hlPIFOonI77YT1XoqswIHOHbsGD169KBly5Zs27aNevXKfwNrNNdCdVDgBWTn5rPpWBy/hMWQfDmH9o3dGB/ahA6+bqWa1i9n5/HjvnOsMqX5HBvahIldmpSZrCQyPo2PNp5k/5lLNPWsywP9W9G/rVeZZvzMnDy+3XWGr7afJiM7lzHBvswY2Br/BnWtv2gTaVm5/LD7LF9sPcWFlExae7tyd9+WFl2HpuqhvdDtzNq1axkzZgxjx47lp59+wsGhXGnYNZprojop8AKyc/PZeCyO38JiSLqcQ0CjetwU4kewv0epyjUuNZNvd51l8/F43F2cmNTVnxuCfKnlVPK9KSLsjEzgk01/cy4xg0A/d6YPaE1o07K93JMyslm4/TQ/7D5Lvgg3hfhxb9+WNPUsvyLPzs1n9aEYFm4/RVhUsuk6mnJHr2a09tYDheqCVuCVgA8++IBZs2bx/PPP88Yb1oSQ12hsQ3kUuFJqFPAB4Ah8ISL/KlI+CFgJnDIdWi4ir5XVb3H37a7IBKIvXSbAx43WjVytGk1m5xqm9dWHYkhIz6a5Z13GBPvSvYVnqV7kJ+NS+e/OMxyISsa7Xi0md2vKkPaNcC7FRJ6XL6w5HMOi7ae5mJZF1+ae3NO3hUWpQuNSMvly+yl+3h9NXr4wJtiXu/u0oNU1KFwRYd+ZS3y14zT/O3yB3HyhT+uG3NajGSMCfSxKvaqpvFyTAldK/VdEpimlHheRDypEwmugqihwEeHBBx/k888/54svvuC+++6zt0iaGoa1CtyUffA4MBwjl8EeYIqIRJjVGQQ8LSI3WiNLcfftygPRbD4eT26eoBT4N6hDRz8Pgvw8aOpZx6LlY7l5+eyMTODXgzHEpGTiXa82Izv6MCDAu1RFFhaVxH93nuF4XBre9Wozqas/QzuUrsgzc/JYeSCa73efIykjm67NPbmzd/MyR/9gWAAWbT/Nj/uiyM7LZ2CAN3f1aUHnpvWvKXhLXGomy/ZG8d2fZ4lOuoxHHWcmdG5isee+pvJxrQo8ArgBWAUMokhWMXtHY6sqChyMeOljx45l3bp1LFu2jJtvvtneImlqEOVQ4L2B2SIy0rT/PICIvGlWZxA2UuBgrIE+k5DBidhUjl5I5XRCOiLgXseJID8PQprWp22jemU6kRWsI1996AIn4tJwreXI4HaNGNqhUYnxxo02SSzZc5ZjsWk0dK3FuFA/RnZsXKryL6rIO/p5cHvPZvRu1bBM57LE9GyW7DnHkj1nSbqcQ6CvO7f3bMbwQB+LYrqXRH6+sP3viyzdG8X/Dl8gOy+fNo3qMaFzE8aF+l3THLzm+nKtCvwx4CGgFYYXuvkvUkSkla0ELQ9VSYEDpKenM3z4cPbt28dvv/3GsGHD7C2SpoZQDgU+CRglIveb9qcBPUVkplmdQcBPGCP08xjKvNgEReZYet+mZeVyJCaFQ1HJRMSkkJ2bTx1nRzo2cSfEvz7tfd3KVHQnYlNZc/gC+85cQino3sKTYR18CPCpV+yIVEQ4cC6JH/dFcfh8CvVqOzK6ky+jg3xp4FqrxPNk5uSx9vAFvt99ltiUTJp61mVSV/8yXwDAcK5bddB4CTidkI6nay0mdvFnQucm+NWvU+b3VBrJGTn8eug8K/6KZs9pI/NZ52b1uTHYjzGdfGnsUXbEOY39sJUX+ici8pBNJbMBVU2BA1y6dImBAwcSGRnJ+vXr6dWrl71F0tQAyqHAJwMjiyjwHiLyqFkddyBfRNKUUqOBD0SkbQn9TQemAzRr1qzrmTNnrJI/Jy+fYxdSCYtK5lB0EulZedRyciDQ152QpvXp6OdeqqKMT81iw5FYNh2LJyMnD/8GdRjavhF9WntRp1bx7Y5dSOWn/VHsPpWIo4Oif1svbgrxK9VJLC9f2Hg0jqV7z3E8NhU3F2duDPZlbKgfvh6lK+P8fGHXqQR+2H2OrSfiAejbxouJXfzp19arVJO+JZxLzOCXsPP8cjCGIzFG0pfOzeozqmNjRgU1pnlD12vqX2N7bObEppQKAfqbdreIiMXZyCqKqqjAAWJiYujfvz9xcXGsWbOGvn372lskTTWnIkzoxbQ5DXQTkYul9X2t921evnAyLo2D55IIi04i5XIuTo6Kdj5uhDatT1ATD1xrF+8El5mTx5+nElkfEcuZxAxqOTrQq5Ung9o1orW3a7Gj8vNJl/ktLIb1R2LJzM2nQ2M3RgY1pm9rrxI910WEQ9HJ/Lgvim0nLyICPVp4Mi7Uj56tyk7SEpN8meX7o/n5r2gupmXhWbcWozv5clOIX4nWA2s4GZfG2sMxrA2/wOFoQ5m3bVSPoR18GNahEZ2bNSh3chaN7bDVCPwxjLfn5aZDE4DPRORDm0hZTqqqAgeIjo5myJAhREdH88svvzB48GB7i6SpxpRDgTthOLENxZg+2wPcbm4iV0o1BmJFRJRSPYAfgeZSxoPFlvdtfr5wKiHdUOZRySSmZ+OgoE2jegT716dTE49iTd8iQuTFdDYdi2dXZAJZufk0qe9C/7be9GndkPp1r26TlpXLhiOx/C/8AtFJmbi7ODG4XSOGB/qUuiQsLjWTXw/G8GvYeRLTs/F0rcWooMbcEORb5lKy3Lx8dvydwMoD5w0nv/x8WnvXY3QnX0YFNabJNZrYwRiZr4uIZcPRWP6MTCQ3X/Co48yAAG8GBXjTv60XjSxI7qKxPTaLhQ70FpF0074rsFNEgm0maTmoygoc4MKFCwwdOpTIyEh+/vlnRo0aZW+RNNWUci4jGw28j7GMbKGIzFVKzQAQkQVKqZkYPjK5GNEZnxSRHWX1W9x9u+PkRf6OT6O2syMuzo7UcXbE3cUJj7rOeNRxpkHdWhalB426dJkD55I4FJ3MhWQjx3dTzzp0auJBUBMPmtS/2qM9MyePnZEJbDtxkRNxaSggqIk7fVp70bV5g6vOKyKERSWz5vAF9pw2FF47n3oMae9Dv7Ze1Cth9F/gJb/6UAx/RiaSL0KgnzvDA30Y3K5RsS8N5lxKz+b3iAusPnSBg1FJAHT0c2d4Bx+Gd7SNMk++nMOW4/FsOhbP5uPxXEzLAqCdjxv92nrRr40X3Vt6lniNGttiKwV+COguIpmmfRdgj4h0skKQstaU3gE8a9pNAx4SkYOl9VnVFThAfHw8I0aM4PDhw3z22Wfcc8899hZJUw2p7IFcthyPJyImhcycPLJy87mcnUd+keeTa20nGrrWwtutNt5utWnk5kJjD5cSlUlcSiZhUcmERSVxJjEDEfB0rUWgrzuBfu4E+LhdZQK/kJzJ1hPx7Pw7gYvp2dRyVHRu1oAeLT0J9ve4ymkuOSOHTcfjWH8kjrOJGTg7KLq18GRAgKH8S3Kyu5iWxbqIWNZFxBIZn4aDg6Jb8wYMad+IPm28cC8jm1nUpQx+DzfaH7lgmMDbN3ZjULtGDG7XyCZm9vx8ISImha0nLrLtZDx7Tl8iOzcfRwdFsL8HvVo1pEcLT7q2aFCmvJryYSsF/iRwF/Cz6dB4YJGIvG9he0vWlPYBjojIJaXUu6QGvgAAIABJREFUDRjzb6VmO6sOChwgOTmZyZMns27dOl599VVeffVVvWZTY1MquwIvioiQlpVLSmYuSRnZJKZnk5CWzcW0LOLTsricnVdY17W2E43dXfBxd8GvvqHUvVxrX7GMKyUzh/DoFMLPJ3P0QirZufk4OzrQ1qceHXzdCfR1x9ut9hXnPxGXxs6/E9h9OpHUzFxqOzkQ2rQ+3Zo3IKRp/StG5gUm+Y1H49hy4iLJl3Oo4+xAz5YN6dvGi9Cm9UucLz8Zl8b6I7FsPBpHbEomjg6Kbs096dfWi75tvPAsxfsdDBP4H0fj2HgsjoPnkhCgsbsL/dp40a+tFz1bNizRUc8aMnPy2H/mEjsjE9jxdwJhUUnk5AkOCto3dqdbiwZ0bW5sxVk6NNZjSye2LkA/jKVkW0TkLyvaWuUQo5RqABwWkSal9VtdFDhATk4ODz74IF999RXTpk3j008/pU6dazeJaTRQ9RR4aYgI6dl5xKVkEpuSxYWUy1xIziI2JbNw1O7s6EBjdxd867vg61EHv/ouNHJzwdFBkZOXz8m4NMLPpxBxPqXQTOxVrzbtG7vR3teNto3cCpVeXr5w9EIKu08lsvfMJVIzc3F2UHT0c6dzswaENq1/xTx7Xr7hwLbtRDw7IxNIy8rDxcmBbi0a0KtVQ7o0a1Csk52IcPTC/7V35lFyFHee/0Rm1l3V1fctte4bgRBCiAEDNraxMGaFGRaGgbHN4Gd7PG+WWXveeG2v8fN6x/tm9vDbnRnbz55h7WXAjMEj2cZYXOa2AAkh60BS6+pWq++rqruurMzYPyKrulrdEgi1ju6Oz3v5MisrqyqiqiK/v98vfhGR5Pn9Pbx0oI/O4TRCCFY0lrFhQRUbFlaxoHryRLsC/SNZXjjQy0sH+/jd4X7StoPPVIZH4T2W1sWmZAGUdM7hrfZBth0e4M1jA7zVNkTKM6xqYgHWzCnnsrnlXNpcziXNce2lvw8uiqlU38uY0pOu/xKwrHD9qZhJAg6qAX/729/m61//OpdffjmPP/448+bNu9DF0swAZpKAnwrHlfSNZDkxlKZzOEPncIau4TTZvAuAaQhP1EM0ecJeVxZkYDTH3s4E73QmONgzQi7vIgS0VIZZXBdjSV2M+dUR/JaB6yrPfPuxQbYfG6TXE/+WyjCXzilndXOchTXRYga37bj8vmOY1w71s+3IAMNpG1PAysY46+ZXsralgsZ4cIIoSyk51DvKywd7efVQPwe6kwDUxoJcOb+SdfMruXxuObHTiGI277Dj2BCvHe7ntUOqfx8gHvKxtqWC9fMruXxuBQtrolMi6HnH5Z2uJDvaBtnZNsTO9iEO940Wn19QHWFVU5xVTWWsaoqzsiFOPKxF/XRcLAL+rmNKS669AfgH4BopZf8kz5/VeNLpwC9+8QvuueceTNPkkUce4SMf+ciFLpJmmnOxC/jAj3+MtPP45s7BP7cF/9w5GFMQgZJS0jeSo3M4zYmhjCfuY6JuCEF9PEhDPEhjeYjqqJ+M7XK4d5T93Una+kdxJViGoKUqwqLaKAtrI8yrihCwDDqGVNLczrYhWntHcCWEfSYrG8tY2VTGysY4tbEAQghcV3nYbx4bYNuRAY4PpgGoiwVY64XlVzXFJ+3T7xvJqnD+kQG2HxsklctjCMGSuhhrWyq4vKWclY3x0yb69SQzvHFkkNePKGOiK6GS/OIhH5fNKS9uKxrLzmomuFKGUjlv7P4wb7cPsbtjmBNeciFAU3nI68KIsbS+jGUNMeZVRfQQNo+LRcDfUwhdCLEa1c/+MSnlgXd735nmgZfS2trKpk2b2LNnD1/+8pf51re+hd9/+r4wjeZUXOwC3nrjh7GPHx87IQS+5mYCS5YQWLKY4IoVhFauxGpoOOu+VSklA6M5OoczdAyl6fQ89rStwr+GEFRH/dTHQ1RF/NiOy1A6R/tAmjYvGc4QMKcyzPzqCPOrIyyojmKZgj0nEuw6PsSeEwn6R3MAVEf8LGuIscwTqJqoEvSu4QxvtQ2yo22QXceHyeRdNQSuJsrqZpU1v7xh4gQ1ecdlb2eCN46q1+7rTOC6EtMQLG8o47I5avjcylMYA4Xv4MRwhu3HBtnhRRPaB1OA6n5YVh/jkqZ4MXu/uWLq+rT7R7LsPpFgX6fqwthzYpgjfcpQAghYBotqoyzxoh+LaqMsqo0ytzI864T9YhHw9zKmdC7wHHDvexmKAjNbwEFNvfqXf/mX/OAHP2DNmjU8/PDDLF++/EIXSzMNudgF/PX/+X2SrYcJ9XQS7O0k0NuJ4TgTXuuUxbEXL0cuW4FYvgrfJZcQrFDZ4SG/SdhvErTMMw4JSykZStle6D3thd8zJDJ28ZqyoI+qqDKi0zmHobRKrLMddR+tjPhpqQozryrCnMoQfsvgYPcI+zoT7OtMkszmAagI+1hSF2NpXYzFdVGaK8K4UnKgO8nb7cpTPdiTxJFgClhYE2VFYxnLG8pYXl82IeycyuXV644P8Xb7EPu7k7iuRAjBguoIKxtV1v3KRjWM7lTfzcBojrfbh3jL85T3nBguRirKgj5WNKgyLGuIsby+jOaKU7/XmZKxHVp71He1vyvJgZ4RDnYn6Szx1v2WwbyqMAtroiyoUUbT/JoIC6oj7zoEb7oypQIuhLgK+K9AAPhbKeW/ncFr321M6Q+BTwKFmHj+3W44M13AC2zevJn77ruPVCrFN7/5TR544AEsS4/D1Lx3LnYB390xzPHBFI4LjpQ4uSy+juP42o4QOHaI4NGDhI+24htNTni/ZP0chuYvY3D+MgYXLCNV20TIbxEJmET8FpGARTSgHseCFtGAj1jQIuw339WrHM3m6RzO0J3IFPe9yey4IW5+y0BKyOUdEpk8WdvFbwmEEDTEQ8ytDNNcEcRvmgynbVp7RzjQnWQwpYyDgGWwoCbCwpooCz1hCvlN9nUm2N2h5oE/2D2C7bmoDWVBltbHWFofY3FtlJaqyLgM93TOYW/nMLs7Euw6Psy+zgSpnDIeIgFLvbZOvX5JXYyGSfrggWKy394TCfZ2Kk+5tWeUvKtEPewzWVQXY2ldlMV1qiwLa6NTmqyWyNi09ozQ2jPCoZ4RDvWOcrh3hGMDKRx37DcoD/toqYowrypMS1WElsowc6vCtFSGqfG6MKYjZ7uYSb2Usqvk8WPAZ1CZ6K+eyTjwc8FsEXBQ069+7nOfY8uWLaxZs4Yf/vCHXH755Re6WJppwsUu4O8FKSV2xwkyu94m9fYuUjt3kt27F2x73HVuvJzMkpWMLFnJwILl9DXMY8QxOPl+ZxiCaMCiLOgjGlT7WNCiLOTtg75Jh37lHZe+kRxdCSXohWz4greey7ukbQeBEsHRrIokBHwGAcukPh6kqTxILOjDdlwS6TztgynaB1J4zjzlIR/zqiPMr1aC1BgP0j+aY39Xkv3dSfZ3jRkAPkMwrzpS9EwX1qhwc6HsritpH0yx54RK1HunK8mh3pGiAEYClurbr4kW9y1V4Un703N5l0O9nqfcneRg9wj7u5KMegYCQF0sqDxkzxiZV6285NMtBnOm5PIu7YMpjvaNcrh3lKP93taX4sRwmtKfOmAZzKkMM6ciRHNFmGZv31QRosnLe7hYBf5sBfzfgO0obzsjhPgB8CbgAp+WUl7QSbxnk4CDuoE98cQTfPGLX6Snp4fPf/7zfPOb36SqqupCF01zkTMTBHwy3FyO7N69pN7aSXrHDlJvvYXTN34qdhEIELzkEnyXXoa7arUSd1+IkWyeZCZPMmN7+/wEkQ94M8KVhXzjBL4s6KMsZBHyjXnxGduhJ5GlJ5mhJ5mlN6mOE2mbbN5lJJsnlVUT1OQcieu6+C2TgM+gIuynqTyE3xTYjhomN5jK0ZvMUihRLGAxp7IgQCGiAYuRbF4twdqT5HDvKKO5Qj8+zKkIM6+64JUqQ6AqosQqm3c40jfKwW4Vqj7YM8KRvlEyJXkAjeUh5ldHaKkKe/sIzRWhSWem6xzOjHnKvWo70jdaDMGDSpYreMctVWHmVoaZU6n2p5q7/v2QzTt0DKY5NqCMovaBFG0DKdoH0hwfTJHI5MddH7AMGsvVUMOGeIjGuBqpUEhubCgLURayLojIn3UIXQhxC/AXwP9FLR34R0AYeERK2TuFZT1jZpuAFxgaGuKrX/0q3/ve94jH4zz44IN8/vOfx+fTQzI0kzNTBfxkpJTYbW2kdrylBH3HDnKHDk24LrB4EaHL1hBas4bQmsvwz5uHlDCaU5PHJDM2ibS3LznOlQgSgGkYE7z2spC39zx723HVBDTJLH3eZDR9ySxdiQzJTJ7RXJ7RrAq9510X0zDwmwZ+y6AsZBEL+AhYBrbjMpLLM5yykYAQAoEac91UHqIhHiDkt4rGQsdgmqN9o/R5yXQA0YDJnIrwOEOguSJMTTSARC3c0to7wtG+UY54W8dQGtfz1oUQ1MYCtFSFmVMRprkypPYVKlRdmmTmupITw2mO9qU40j/K0b5RjvWP0jaQoieZHfc9Vob9NFWEmFMZpqlcecZNFSEa4mqCnrNdia2URMamYzCttiG1nShuGXqSGdyTpDHoM4qTBdWVqcmCamMBasu8vXc81VPMTtVMbCbwBeBm4NtSypemrojvn9kq4AV2797NAw88wDPPPMPChQt58MEHueuuuzDNqRkCopk5TCcBz9gOibTNaM5hNKvELZN3yXrTrOZdF9uROK7apJTFG64Qqn8PITCFwDTAN5IkdmgfkQO7CR3YQ6B1PyI/PuxOWRxj5SX4Vq8meOmlRFZfQqg8Pi6ELqUkm3eLgp7wPPdE2i4ep7LjvTuEIOI3iXne+9jmIxIwcV1I5/L0j9rebHMZOoZUf/tINk8qlyeVc8h4IXm/ZeIzBUJAyGcSsEyEgLwjGc3lMYXAZxkIISgLWjTEg5SHfRhCFK8ZStl0DKXHeaJ+U1DvTXjTVB6ivkwNq6uPB4n6LTqG00p8+1O0edn4xwdTRY8d1Dj7xvIQjfEQDeVBGuPq9Y3lSvRKx6yncnnaB9K0D6Q4NpCiYzBN+6Dad5VMyAMqGlAbC9AQD1IfV6JeXxakLh6krixAfVmQeMg3ZR6y7bj0JLN0DqmydHkJjV2JDD0JZXh1JTITjDmAsN+k1pvqtyYWoDoaoCYaoNo7ror6qfH2Yf+7i/3ZhtA/AfwV4AAPAm8B/xloAL4mpZxo2p5HZruAg7qp/OpXv+JrX/sab7/9NitWrOAb3/gGn/zkJ7WQa4pc7AK+90SCI32jDKVzZOzxN0bLEAR9BkGfScAy8JkGpiGwDAPDUDd4o+TmLaXEkRIp1eQujpTkHYlTEP5sBqv1IIH9uwkd3EusdR/+xOC4z5RCkG6Yw8j8pWQWLSO/eBksWEQwFCDoMwl6/dlBn8p+D1oGIb+JJQSjOUcJe2ZM2AtCP5LNk3fG108I4SXXWUSDYwl3SIHtumTzLlnbpSeR5viQypIfStlkbIe07ZDOOUgJlgHCEEiphoJZhkqkc1yJRBLwxN8yVcg+HrLwmSoBz3ZcUjmHZEYZEk6JNPhNQW1ZkLqYEsw6z+usifkxDYPhtM3xwTEvtsPzZFO58cZMYcrb2rKT30fNa18V9eMzVaShy5uIp2MoxQmvzoVz3YkM+ZNcZL9pUFsWoC4WpLZMiWapiFZ7Ihp5D4mL7wUpJYl0nu7kWGJjTzJLT0JN9dvrdaP0JbMTQvYFQj6TqqifqmiA//6Hl7KoduI682cr4LuADUAIeFJKeaV3fjHwLSnlnWdU6ylGC/gYruvy+OOP841vfIN9+/axYMECvvSlL/GpT31KT8mquegFfEfbICeG0pSH/JR7K5BFPCGbqklFTkUu75A+1s7ozrfJvP029u/fxj14APLjb7zS8pGZO5+RlkUk5ixipGURqcYW5EldV37LIOSJfMhbWS3g7YM+AyGUYZHLK3EezSrhTGbzjGTyk4o8QMhvEQ2YRAKWigxIPOPEIZFxGBzNMZDK0T+SZShlk7YdMrb6DMd1VWKXAKRn9BgqBO9Iid80CFhG0UCKBi2CPhNDCFwpiwI/ks1jewua4Amh3xTjhTIaoDLiI+w3yTuSrOMynLKLSX/diSxdwxMFXghBRdjneaoBaqJ+qmMBKiN+qiIBqqN+KiN+YkEfQ+kc3d70uV1eImGPJ6K9SXU+N8l3GLRMqmN+KiMBqiJ+tXnlrYoEqPDOVYT9xILWlAyTy+ad4jz+/SM5ekey9I1kGRjJ0T+qzv+3T66mcZLV5M5WwF8CHkIJ+E1Syo+fdW2mEC3gE3Fdl82bN/Od73yH119/nerqau677z4+97nP6WlZZzEXu4CfDY4rydgOubyL7bjkHJe8I8m7Y2F21/PIXSmRMC5ZrdCXLIQSNiHAsHMYh1th3x7Yvxe5by+ybZJZHy0LY/4CWLQEd8Eici0LSc1dQCYYLXrHmbwzIapQ/GxQHrzPIGiZBP0mAdPANNXMbYUIgp2X5ByXnNe/PZrNq4S1Se7hylgwvHoJHOmSyjpj0YCs2o9k8uTyLhnbIZN3i58HFBPnhBAg1SQxPkv1zRe+o4JxZRlCldFxydgqA191X6hNCIHPEFRE/FSG/WrvCbwqX+G1DiMZh/7RbFHwhtP2hPoZQhAP+6gM+ykPq/eq8ES3IuwjHlLRBb9pknNUNKTXyztQgqmSAwdGswyM5hia5DMAzHGfo5a0rYj4iYd8RSOz1OCMh31E/VMj+gXOVsCrgbsAG/gXKWWi5DkBXCWlfG3KSnuGaAE/NVJKXnjhBb773e+yZcsWAG6++WY+85nPsHHjRj2r2yxjOgt4YfGSQmLZaE5lc4/m8mRsh7zzXpJxKSZYFQS7+P6MCborJe7kWouRGiV45CChowcJHjlA8Ggr/q4OxCT3UaeymnzLAuT8Bch5C2H+fJymFtxQyBNKyLsujis9Y8Ml50jynpDlTlEnAcUQvt9S3jwSHBdcJI73XnlXYueVMZO1lWEz2fdqGAYCVZZsXnnZmZxDynaK/e8pLwchl3fJOy6OZwgVxd7z7AVgGQamUTCEBAKJ5SXkFZ5zJV5UQGIKNZzPNERR9KNBi/KQn7KQj2jAwmeqLhKJ+sycI8l6xlEyq7omBlO5SfukAQKWWVxXvizoiW1oLNkwEjAxDaPYxZLNq/ceTNkMpdR7D6VyDKRsEmmboVSOU/3jDC/3oCw09nmFz4lNMpohGlA5EadK1JvqiVzqgZuAjwFLgNeklF84ozeZQrSAvzfa29v5/ve/z49+9CO6urqorq7m7rvv5q677uLKK6+8aMdAaqaO6STgGduhN5ll0FtGdChlj5u0w28ZRAImYb/lhaeV9+q3lFD4DAOfNV4UzvQ/7npeu+MJuiPHxNHxxCvvSPIjo9gHD+Dsfwf3UCscOog4cgiRzUz6vrnqOnKNc8k2zSXbOIdcQzO5+mby5ZXFkLTPMjDxDAuUWBbC5Y6UuI7nlTuqjAUDwPDqe3JdTQGmKTAESKkUX0qBK11cF/KuJ/pe1MJ21JSuhbwCKUuEM+/guGqfzRe6AbxQve0wmlP98nnH9RIMlWHhuhSjIIVfUn2GZ1CVGFUFz31cRruUKufBM8QM73c1hCDgZetHgxY+w8AyDQoRfseh6OFnvWhD2lbJkamcw6n+FUKoOQIKeQmxoEXMOw77LSxTfddjeRYuuXzhe1ERj+GS5MbhtE0yY59S+B/97FUsqy+brBxn5YGbwB+gBPsGYBD4DfCUlPKd0774PKAF/MzI5/Ns3bqVhx56iM2bN5PL5Zg3bx533HEHmzZt4sorr8Qwpm64hubi4WIX8MIqYj2JsbCpaYyFMOMhXzF7+1Tral8sSMfBPn6czIEDZA8cINvaSq71ENmjRydMOlMkHIHmOcjGJpyGZpyGJnK19WRqGsjFq7Al2J5XPelnyjHxleBFESQuyhiRUh07BdF3laiKggdcEEZDYIDysl1Z7DMXwjNqKBg3FN+nYNiMiaryynOOw2jWKYboHa/8tut6oXu15fJ5L/rgJR969ZEST/DHvH0EGJ7sGoUhB14EwPCMAMPrD5FSYgiBZQhMU4yLDhSuDVgGAb+XHGkYnrGnogTqc8HxumUKOQsZ2yHvSvXdIZjMNhRCEPKZRUMzEjAJ+0yVgGmWGlqqnvdfu4DmyvBk73NWAr4deAV4CnheSpk+7QvOM1rA3z9DQ0Ns3ryZxx57jK1bt5LP56mrq+Pmm2/m5ptv5oMf/CDl5eUXupiaKeJiF/AdbYMc6x+lKqKyk2tiAcpDvintT7zQSNsm195O7vBhsoePkDt0iNzRo2SPHsUdHj7l64Tfj6+xEV9zM76mRoz6Roz6emRdPW5NHU5FFXlhYDtKwMc2OeE478hx0YyC5207KuxeOC54zgUBLeQPuHIsOlFIhDM9LxrU84WhfSCKHrYSZbwhf150wx17L/A8Zq8rwc4rj9Z2VG5DzlXdCzlHknMcZQh416kIghzn4avPcovDCx0pPdkviH/hWHr9/MWnvKGIY88Z3nDEgoFieSIvKOzBslTWv2WofSFPoGAMFPILCkZWzit/4Zof/ck6ljdMsQd+saMFfGoYHBzkqaeeYsuWLTz55JMkEglM02T9+vXceOONXHfddVx11VWEwxMtRM304GIX8IztqBvgFE7YMZ3IDw5iHztGrrC1tWO3t5Nrb8cZGDj9iw0Dq7YWX10dVl0dVn0dvtparMJWU4NVXY1RVlYcVlYQ7IJHbHv976VCb7tuUSDtYmJg4RoHOy+L4pl33HHHBbHKjxunr/bFZEKpvH7Vu+2F1gtGQvE6FwpCKVR0AJRouozlLDiu63VvqCiD7RkmjiOxpUveVkaAXVLOYr6AM5YsWDA+VBRjLKGvaBR4xsw4wccT/FPYmqUeuvL+x7onCsff/feXce3S2kleqwVccwbYts22bdv4zW9+w9atW3nzzTdxXRefz8e6devYsGEDV111FRs2bKCxsVH3n08TLnYBv1BIry+5VKBKb/Dqpu4WPcuC96rGVo8JEZzs/Z363lpoM6Lkni88j7BwrujBIRCZFKK7E9HZiejuhJ5ute/uQvZ0w0D/pNnoEwgEMCurMKoqMauqsKqqMSsrMSsrsaoqsSoq8FVW4quswKyoeNf12EsNgfxJHvyEc17Cnu2MJe6pBDsVXrcLSXIlIwcKSX6l4qpC/wXDQJVDibiXhIjytAue99hvIsciAN5jCt9vyW8gpcQuEXfXSw5URgnFIXWFehX26j9SGPGguiBkSVeDRJWx8CuNJU6qUP93bruE29bOmey/ogVc8/4ZHh7mlVde4YUXXuDll19m+/btZLNqGsT6+nrWrl3L2rVrufTSS1m9ejULFizQ/egXIe9HwIUQNwHfRa0g+EMp5XdOel54z28EUsCnpJQ73u19z1e7tR01pCmTK4yHVvucoxKNVFb1e8tgLySIFTwoUfCkjLEhaKUCrF430bgt3HOLN/Lix48ZAIUbfcHjQ471yZZ6r9JLDsO2MQf7MPv7MPt7Mft7MQb61bmBPszBAYzBfozMmfWASr8fNxZHxsqKG9EYxGLFvYjFEJEoIqo2IxpDRGMY4RCGZRU9zOLwPK+PXCAwDG9f0n/tyIKXPibcblEMxx4XvOZiJr8XTcgUhhLmXXJeQpnthd7HDLKxoYVF0fUSFd3CZxYS+zzv3nHHfrWiUcCYAMuiwVAw7NSFBWPBleA6bjGHoBDyLwj+f/l3K7lsbuUk/71Tt1u9HqXmXYnH42zcuJGNGzcCkM1m2blzJ9u2bWP79u1s376dX//617je2JtIJMLy5ctZvnw5K1asYOnSpSxevJiFCxfqCWWmEV4C698DHwaOA28IIbZIKfeWXPYxYLG3rQf+0dufV7J5NdZ3NJv3ph9VWcYni7NhUMxWjwYs/BE1aYnfVHvLFMUwvlUytOli74dXAtE0fqx7sc96LBycH03h9Pfh9PXj9PfjDvTjDA7iDg7gDgwih4aQQ4PI4SFIDCNyOcz+Xug/syUvJGrqTjsYQobCuKEwMuQdB73jYAgZCOIGQ8hgEBkIIQMBdewPquNAEOkPIP1+tQ8EkX4/BPwIyyr2TxcMAtMQRAImhrBUFKNoXHmJdYx54mPfiyqxRBkJBQMByVgCoPc6O++S9yIyBc/b9bLz1SiFkujNOCPBM0AYb3ipDHYV9n8/K7VpAdecMYFAgPXr17N+/dh9OpVKsWfPHnbt2sWuXbvYu3cvzz33HD/5yU+K1wghaG5uZv78+SxYsIB58+bR0tLC3LlzmTt3Lk1NTVrgLy6uBFqllIcBhBCPArcCpQJ+K/BjqdzK3wkhyoUQDVLKznNVKMeVJNI2w2mbIW9oTrZkkhQ1xEyNqw37vdnP/GZRuGciQnhZ5KccFOUR9kNNObDoXd9TSolMpXCGhnASCZzhYXU8nMBNJnCGEzjJBG4iiTOSHNsnR3CTSdxUSnn8mTTmYP/UVLQU0wR/APx+NROePwA+X/Gx9PnBstRzlg9Z3CykZWFYPrAsXFM9lqaFNE1Mby9NC8btTTBMpGWpvWkqi9AsOTYMpFFy3jKQwsAVBq4Q3mbiCnCFgUTgePuo78z/m+dVwM9VOE5z4QmHw6xbt45169aNOz88PMzBgweL26FDhzh8+DBPP/00HR0dE96nsrKSpqYmGhoaqK+vp76+nrq6Ompra6mrq6O6urq4abE/5zQB7SWPjzPRu57smibgtALe39/Pzp07ueyyy3Ach5/85CdcfvnlrF69Gtu2efjhh7niiitYtWoV6XSahx95lEUrLyNW30LfUIK9r2ylacmlNM9fSAibva88xZUbNrBq+VJSI0l+/vOf84EPfICWhgUMDg7yxKObuf7665k3bx59fX388pe/5EMf+hBz5syhp6eHJ598kg9/+MM0NTXR1dXFU089xU033UR9fT0dHR128Jy9AAANTUlEQVQ8/fTTbNy4kdraWtrb23n22Wf5+Mc/TnV1NUePHuW3v/0tt956KxUVFRw+fJgXX3yRTZs2EY/HaW1t5eWXX+b2228nGo2yf/9+XnvtNe644w7C4TD79u1j27Zt3HnnnQSDQXbv3s2bb77J3Xffjc/nY9euXezYsYN77rkH0zTZuXMnO3fu5FOf+hQA27dvZ8+ePdx7770AvPHGGxw4cIC7774bgN/97nccOXKEu+66C4BXX32V48ePc8cddwDw8ssv09XVxe233w7ACy+8QH9/P7fddhsiEuGF118nkUhw6623AvDMM8+QDoe45U//FICtW7di2zY333wzAE899RQAH/3IR3BTKZ789a+xpOT6ZctwR0f5za5dBCRcXV6Om07zTHcXEdfliryDm8nwnIB4Jsvq/n5kOs1v6+upSCZYcfgIMpPhpUtXU9nTy7J9+yCd4uUr1lLb3c2SAwcAePG6D9DYcYJFe3cD8NsbrmdOWxsLDx0G4PkPfpB5+48w/8gRXCF44YYbWHD4EC1Hj5E3TV667joWth5kbls7OZ+PV669lsUHDtB8/DhZv59Xr7mGpe+8Q+OJE6SDQX539dUs27eXhs4uUuEw2666ihV79lDX3c1IJMIb69ez8ve/p7a3l0QsxvZ167hk19tU9/UzHI+zY+1aLt25E+f+z9L1sY9O+O+djvMm4NMpHKeZOuLxOFdccQVXXDGxCyebzXL8+HHa2tpoa2ujo6ODjo4Ojh8/TldXF/v27aOrqwv7FONmQ6EQlZWVVFZWUlFRQXl5eXGLx+OUlZURj8eJxWJEo1FisRixWIxIJEI0GiUSiRAOh/WMdKdmMnfu5A7j93KNulCIzwKfBWhqanrXDx/J5HmnK0Fnf4JkxqZ7OEOwRtIYD9MWsFjZGGflwmpGRkbY7TOIBX1TuuSk5uwQhoEZjWKEw5g+H6HVqwHw9fURCIWouPFGAIKbNxMpK6P+hhsACD/xBGVVVbRcdx0A0Z/9jKr6ehZfcw0AOx97jNqmJpatW4ebs3nriceprq9n4ZIluLkcbzz3HJUf/ShzG5uQdo7g9u1UbNhAY0UFMpfDf+gQ8VUrqQ0Eyds2vv4+ovNaqDIMcjkby84Rqakhvs4ml3cw/T5Ca9YQXbYUy3Ewy+MEli8j3NQEQmBEI/hb5hGoqCBvmBjhEFZDA75gAMvnQwT8mFWVWIAZDCIsCyMSwUhnIBhU3rrPh+W3yE38Gk//HZ+vJDYhxAbgQSnlR73HXwGQUv5NyTXfB34rpXzEe7wfuP504TidxDazkVIyPDxMT08P3d3d9PX1Fbf+/n4GBwcZGBhgcHCQoaGh4pZIJE6bBVyKZVmEw2FCoVBxHwqFCAaDxX0wGCQQCEzY/H4/fr8fn8837vjkzbIsLMsad2xZFqZpTjg2TRPDMDBNs7gVHk+2L90KM1pNxpkmsZ2rNgunbrfJjE2nt3Rjzlswoyrqp8Zb0OJcL2qi0VxsXCxJbOckHHcmobhMJsOjjz7K+vXrWb58OalUiscee4wNGzawdOlSRkZG+NnPfsY111zDokWLGB4eLobiFixQobjNm3Uo7v2E4gCef/75iaG4dJpbbrkFOHUo7qabbqK8vJyDBw8SiUTYtGkTAL/4xS8IhULc6FnymzdvpqysjBtuuAHXdfnXf/1XwuEwixcvJplM8vrrr+Pz+YhGoySTSfr6+nAch0wmQyqVIhQKkUwm6erqIp1Os2jRIrq6umhtbSWTyXDttddy8OBBdu3aRTab5fbbb+ett95i586dGIbBvffey44dO9i1axc+n4+7776bN954gz179hAIBLjrrrvYtm0b+/btIxwOc8cdd/Dqq69y4MABotEot99+Oy+//DKtra2UlZVx22238eKLL3L48GEqKiq49dZbef755zl27BhVVVXccsstPPvss7S3t1NbW8vGjRvZunUrmzZt4mtf+9oZheJOwRvAYiHEfKADuBP4o5Ou2QJ80esfXw8Mv9/+770nEpwYSmMYUBVRaz9XRQPjptPUaDRjnE8Bn7Jw3JmG4jSzD8Mw8Pl8lJWVsWzZMgCOHTtGfX0913ihuMcee4zm5mauvvpqAB555BHmz5/PVVddBcDDDz/MkiVLiv36P/7xj7n//vtZu3YtAA899BB//ud/XjQOf/rTn3Lfffcxf/580uk0Tz/9NHfeeScNDQ2kUilef/11PvGJT1BZWUkqlWLfvn3ceOONRKNRMpkMbW1tXH311YRCIbLZLL29vaxduxafz0culyORSLBq1SoMw8C2bbLZLIsXL1YZyK6L67rcf//9E/IQ3i9SyrwQ4ouoqZNN4J+klHuEEJ/znv8e8CQqZ6UVlbfy6ff7eTWxQHFRh5mabKbRTCU6hK7RzBL0RC4azfTjdO32fJq5xXCcEMKPCsdtOemaLcC9QnEVZxGO02g0Go1mJnPeQujnOxyn0Wg0Gs1M5ryOA5dSPokS6dJz3ys5lsCfnc8yaTQajUYzHdGZIhqNRqPRTEOm/WImQohe4Ngpnq4G+s5jcS4mdN1nL6eqf4uUsuZ8F2YyTtNu9W83e+uv6z45p2y3017AT4cQ4s2LJev2fKPrPjvrDtO7/tO57FPBbK6/rvuZ112H0DUajUajmYZoAddoNBqNZhoy0wX8Bxe6ABcQXffZy3Su/3Qu+1Qwm+uv636GzOg+cI1Go9FoZioz3QPXaDQajWZGMiMFXAhxkxBivxCiVQjx1xe6POcSIcQcIcTzQoh9Qog9Qoi/8M5XCiGeFkIc9PYVF7qs5wohhCmEeEsI8Uvv8Wyqe7kQ4mdCiHe8/8CG6Vp/3W5n3X9Xt9uzbLczTsCFECbw98DHgBXAXUKIFRe2VOeUPPAfpZTLgauAP/Pq+9fAs1LKxcCz3uOZyl8A+0oez6a6fxd4Skq5DLgU9T1Mu/rrdqvbLbOr7lPTbqWUM2oDNgC/KXn8FeArF7pc57H+m4EPA/uBBu9cA7D/QpftHNW32fuzfxD4pXduttS9DDiCl8tScn7a1V+3W91uZ1Hdp6zdzjgPHGgC2kseH/fOzXiEEPOANcA2oE56K7l5+9oLV7Jzyv8C/gpwS87NlrovAHqBf/ZCkT8UQkSYnvXX7Va329lS9ylrtzNRwMUk52Z8qr0QIgo8DvwHKWXiQpfnfCCE+DjQI6XcfqHLcoGwgMuBf5RSrgFGmb5hR91udbudLUxZu52JAn4cmFPyuBk4cYHKcl4QQvhQN4GHpZRPeKe7hRAN3vMNQM+FKt855A+ATwghjgKPAh8UQvw/ZkfdQf3Xj0spt3mPf4a6MUzH+ut2q5iOv92ZotvtFLXbmSjgbwCLhRDzhRB+4E5gywUu0zlDCCGAHwH7pJT/o+SpLcCfeMd/gupjm1FIKb8ipWyWUs5D/c7PSSn/mFlQdwApZRfQLoRY6p36ELCX6Vl/3W4V0/G3OyN0u526djsjJ3IRQmxE9bGYwD9JKb99gYt0zhBCXAO8BPyesf6k/4TqT3sMmAu0AX8opRy4IIU8Dwghrge+JKX8uBCiillSdyHEZcAPAT9wGPg0yjCfdvXX7Va3W2ZJ3aeq3c5IAddoNBqNZqYzE0PoGo1Go9HMeLSAazQajUYzDdECrtFoNBrNNEQLuEaj0Wg00xAt4BqNRqPRTEO0gGvOGd6KO1+40OXQaDTvHd1upw9awDXnBG91qXLgjG4EQqH/lxrNBUC32+mF/sI1AAghvuqtxfyMEOIRIcSXhBC/FUJc4T1f7U19iBBinhDiJSHEDm+72jt/vbfG8b+gJqj4DrBQCLFTCPG33jVfFkK8IYTYJYT4Zsn77RNC/AOwA5gjhHhICLFbCPF7IcQD5/8b0WgufnS7nd1YF7oAmguPEGItakrDNaj/xA7gdAsN9AAfllJmhBCLgUeAK7znrgRWSSmPeKssrZJSXuZ9zkeAxd41AtgihPgAatahpcCnpZRf8MrTJKVc5b2ufCrrq9HMBHS71WgB1wBcC/xcSpkCEEK82xzUPuD/eNMBOsCSkudel1IeOcXrPuJtb3mPo6gbQxtwTEr5O+/8YWCBEOJ/A78Ctp5hfTSa2YBut7McLeCaApPNqZtnrJslWHL+AaAbuNR7PlPy3OhpPkMAfyOl/P64k8riL75OSjkohLgU+CjwZ8AdwGfeSyU0mlmGbrezGN0HrgF4EdgkhAgJIWLALd75o8Ba7/j2kuvjQKeU0gXuQS0+MRlJIFby+DfAZ4RaAxkhRJMQYsKi9UKIasCQUj4OfB211J5GoxmPbrezHO2Ba5BS7hBC/BTYCRxDrZIE8HfAY0KIe4DnSl7yD8DjQog/BJ7nFNa7lLJfCPGKEGI38Gsp5ZeFEMuB14QQACPAH6PCeaU0Af9cktX6lbOupEYzw9DtVqNXI9NMQAjxIDAipfy7C10WjUbz3tDtdvahQ+gajUaj0UxDtAeu0Wg0Gs00RHvgGo1Go9FMQ7SAazQajUYzDdECrtFoNBrNNEQLuEaj0Wg00xAt4BqNRqPRTEO0gGs0Go1GMw35/5w+qy+Z92eeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x201.6 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig3(ss_baseline, savefig=savefig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 4\n",
    "Higher Elasticity of Intertemporal Substitution (1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cali2 = fig2(ss_higheis, rho_G=0.9, savefig=savefig, figsize=(0.85*4, 0.85*3.5), figname='_high_eis', ylim=(0.0, 7.0),\n",
    "             GHH_text_imp=(0.005, 3.2), sep_text_imp=(0.09, 0.5), GHH_text_cum=(0.005, 5.0), sep_text_cum=(0.09, 0.7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 5\n",
    "Lower Frisch Elasticity (0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cali3 = fig2(ss_lowfrisch, rho_G=0.9, savefig=savefig, figsize=(0.85*4, 0.85*3.5), figname='_low_frisch', ylim=(0.0, 7.0),\n",
    "             GHH_text_imp=(0.008, 2.5), sep_text_imp=(0.085, 0.3), GHH_text_cum=(0.008, 5.2), sep_text_cum=(0.085, 0.4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 6\n",
    "Higher Markup (50%)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cali4 = fig2(ss_highwedge, rho_G=0.9, savefig=savefig, figsize=(0.85*4, 0.85*3.5), figname='_high_wedge', ylim=(0.0, 7.0),\n",
    "             GHH_text_imp=(0.01, 2.3), sep_text_imp=(0.18, 0.4), GHH_text_cum=(0.01, 3.7), sep_text_cum=(0.18, 0.6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 7\n",
    "High-Income Households Pay for Government Spending"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 244.8x214.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cali5 = fig2(ss_progtax, rho_G=0.9, savefig=savefig, figsize=(0.85*4, 0.85*3.5), figname='_progtaxes', ylim=(0.0, 7.0),\n",
    "             GHH_text_imp=(0.01, 3.3), sep_text_imp=(0.18, 0.3), GHH_text_cum=(0.01, 6.5), sep_text_cum=(0.18, 0.9))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 8\n",
    "\n",
    "Impulse Responses with Separable Preferences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x705.6 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig8(ss_baseline, Tplot=61, savefig=savefig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 9\n",
    "\n",
    "Disaggregated Responses in Sticky-Price Model with Separable Preferences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "On iteration 0\n",
      "   max error for asset_mkt is 3.49E-04\n",
      "   max error for labor_mkt is 8.56E-09\n",
      "   max error for nkpc is 0.00E+00\n",
      "   max error for gov_budget_res is 4.05E-05\n",
      "On iteration 1\n",
      "   max error for asset_mkt is 2.10E-06\n",
      "   max error for labor_mkt is 1.17E-07\n",
      "   max error for nkpc is 2.31E-10\n",
      "   max error for gov_budget_res is 3.64E-08\n",
      "On iteration 2\n",
      "   max error for asset_mkt is 1.07E-08\n",
      "   max error for labor_mkt is 6.51E-10\n",
      "   max error for nkpc is 6.48E-13\n",
      "   max error for gov_budget_res is 2.12E-10\n",
      "On iteration 3\n",
      "   max error for asset_mkt is 4.45E-11\n",
      "   max error for labor_mkt is 2.87E-12\n",
      "   max error for nkpc is 2.02E-15\n",
      "   max error for gov_budget_res is 9.52E-13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ir_sp = fig9(ss_baseline['sticky_price'][0], Tplot=61, name='sep', savefig=savefig, figsize=(.75*10, .75*4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 10\n",
    "Disaggregated Responses in Sticky-Wage Model with Separable Preferences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "On iteration 0\n",
      "   max error for asset_mkt is 4.93E-04\n",
      "   max error for wnkpc is 2.69E-10\n",
      "   max error for gov_budget_res is 2.84E-05\n",
      "On iteration 1\n",
      "   max error for asset_mkt is 2.37E-07\n",
      "   max error for wnkpc is 3.52E-09\n",
      "   max error for gov_budget_res is 1.69E-09\n",
      "On iteration 2\n",
      "   max error for asset_mkt is 1.03E-11\n",
      "   max error for wnkpc is 8.43E-13\n",
      "   max error for gov_budget_res is 3.90E-13\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ir_sw = fig10(ss_baseline['sticky_wage'], savefig=savefig, figsize=(.75*10, .75*4))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
